{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from fbprophet import Prophet\n",
    "from fbprophet.plot import add_changepoints_to_plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "week_variation = {'Monday': 0, 'Tuesday': .25, 'Wednesday': 1, 'Thursday': 3, 'Friday': 5, 'Saturday': 10, 'Sunday': 7}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axis = plt.subplots(4, 1, figsize=(14, 10))\n",
    "plt.subplots_adjust(hspace=1)\n",
    "\n",
    "x = pd.date_range('2000-01-01','2003-12-31', freq='H')\n",
    "y0 = [1000 + .025 * val for val in range(len(x))]  # create trend curve\n",
    "axis[0].set_title('Trend Component')\n",
    "axis[0].plot(x, y0)\n",
    "axis[0].set_xlabel('Date')\n",
    "axis[0].set_ylabel('Contribution to Sales')\n",
    "\n",
    "y1 = [50 * np.sin(idx * (360 / (365.25 * 24)) * (np.pi / 180)) for idx in range(len(y0))]  # add annual sinusoidal variation\n",
    "axis[1].set_title('Yearly Component')\n",
    "axis[1].plot(x[:24 * 365], y1[:24 * 365])\n",
    "axis[1].set_xlabel('Date')\n",
    "axis[1].set_ylabel('Contribution to Sales')\n",
    "\n",
    "y2 = [week_variation[x[idx].day_name()] for idx in range(len(y1))]  # add weekly variation\n",
    "axis[2].set_title('Weekly Component')\n",
    "axis[2].plot(x[:24 * 7], y2[:24 * 7])\n",
    "axis[2].set_xlabel('Date')\n",
    "axis[2].set_ylabel('Contribution to Sales')\n",
    "\n",
    "y3 = [10 * np.sin((idx - 6) * (360 / (24)) * (np.pi / 180)) for idx in range(len(y2))]  # add daily sinusoidal variation\n",
    "axis[3].set_title('Daily Component')\n",
    "axis[3].plot(x[:24], y3[:24])\n",
    "axis[3].set_xlabel('Time')\n",
    "axis[3].set_ylabel('Contribution to Sales')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axis = plt.subplots(4, 1, figsize=(14, 10))\n",
    "plt.subplots_adjust(hspace=1)\n",
    "\n",
    "axis[0].set_title('Trend Component')\n",
    "axis[0].plot(x, y0)\n",
    "axis[0].set_xlabel('Date')\n",
    "axis[0].set_ylabel('Contribution to Sales')\n",
    "\n",
    "axis[1].set_title('Yearly Component')\n",
    "axis[1].plot(x, y1)\n",
    "axis[1].set_xlabel('Date')\n",
    "axis[1].set_ylabel('Contribution to Sales')\n",
    "\n",
    "axis[2].set_title('Weekly Component')\n",
    "axis[2].plot(x, y2)\n",
    "axis[2].set_xlabel('Date')\n",
    "axis[2].set_ylabel('Contribution to Sales')\n",
    "\n",
    "axis[3].set_title('Daily Component')\n",
    "axis[3].plot(x, y3)\n",
    "axis[3].set_xlabel('Date')\n",
    "axis[3].set_ylabel('Contribution to Sales')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = pd.date_range('2000-01-01','2003-12-31', freq='H')\n",
    "y0 = [1000 + .025 * val for val in range(len(x))]  # create trend curve\n",
    "y1 = [y0[idx] + 50 * np.sin(idx * (360 / (365.25 * 24)) * (np.pi / 180)) for idx in range(len(y0))]  # add annual sinusoidal variation\n",
    "y2 = [y1[idx] + week_variation[x[idx].day_name()] for idx in range(len(x))]  # add weekly variation\n",
    "y3 = [y2[idx] + 10 * np.sin((idx - 6) * (360 / (24)) * (np.pi / 180)) for idx in range(len(y2))]  # add daily sinusoidal variation\n",
    "plt.figure(figsize=(14, 10))\n",
    "# plt.scatter(x, y)\n",
    "plt.plot(x, y3)\n",
    "plt.plot(x, y2)\n",
    "plt.plot(x, y1)\n",
    "plt.plot(x, y0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2000-01-01 00:00:00</td>\n",
       "      <td>1000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2000-01-01 01:00:00</td>\n",
       "      <td>1000.401580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2000-01-01 02:00:00</td>\n",
       "      <td>1001.461423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2000-01-01 03:00:00</td>\n",
       "      <td>1003.111447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2000-01-01 04:00:00</td>\n",
       "      <td>1005.243353</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   ds            y\n",
       "0 2000-01-01 00:00:00  1000.000000\n",
       "1 2000-01-01 01:00:00  1000.401580\n",
       "2 2000-01-01 02:00:00  1001.461423\n",
       "3 2000-01-01 03:00:00  1003.111447\n",
       "4 2000-01-01 04:00:00  1005.243353"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame({'ds': x, 'y': [y3[idx] for idx in range(len(x))]})\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prophet = Prophet(daily_seasonality=1)\n",
    "prophet.fit(df)\n",
    "future = prophet.make_future_dataframe(periods=365, freq='D')\n",
    "forecast = prophet.predict(future)\n",
    "fig = prophet.plot(forecast)\n",
    "a = add_changepoints_to_plot(fig.gca(), prophet, forecast)\n",
    "plt.show()\n",
    "fig2 = prophet.plot_components(forecast)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
